Pith Number

pith:QJIYYNIF

pith:2024:QJIYYNIFEKWA6I3K44K3HQ5Y6I

not attested not anchored not stored refs pending

Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning

Christopher Pal, Gopeshh Subbaraj, Irina Rish, Md Rifat Arefin, Nicolas Gontier, Ravid Shwartz-Ziv, Yann LeCun

arxiv:2411.02344 v2 · 2024-11-04 · cs.LG · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QJIYYNIFEKWA6I3K44K3HQ5Y6I}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Scale Determines Whether Language Models Organize Representation Geometry for Prediction

Receipt and verification

First computed	2026-07-05T10:36:15.266562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82518c350522ac0f236ae715b3c3b8f234283d0d8dd1dcdbe338a31afc264e7a

Aliases

arxiv: 2411.02344 · arxiv_version: 2411.02344v2 · doi: 10.48550/arxiv.2411.02344 · pith_short_12: QJIYYNIFEKWA · pith_short_16: QJIYYNIFEKWA6I3K · pith_short_8: QJIYYNIF

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/QJIYYNIFEKWA6I3K44K3HQ5Y6I \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 82518c350522ac0f236ae715b3c3b8f234283d0d8dd1dcdbe338a31afc264e7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "816b8676e99c6171051faa9d8a2c4ca086b032f465023efb195fa8a8778c371b",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-04T18:14:07Z",
    "title_canon_sha256": "9c7a59da80081c8e0a5000a8defd2263dbd9dfeb2237b81ee7207df3d4d5b1d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02344",
    "kind": "arxiv",
    "version": 2
  }
}